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Automation of existing Graphical User Interfaces (GUIs) is important but hard to achieve. Upstream of making the GUI user-accessible or somehow scriptable, even the data-collection to understand the original interface poses significant…

Human-Computer Interaction · Computer Science 2025-04-15 Iason Chaimalas , Arnas Vyšniauskas , Gabriel Brostow

Pursuing human-like interaction for Graphical User Interface (GUI) agents requires understanding the GUI context and following user instructions. However, existing works typically couple these two aspects and focus more on…

Computation and Language · Computer Science 2024-12-13 Huawen Shen , Chang Liu , Gengluo Li , Xinlong Wang , Yu Zhou , Can Ma , Xiangyang Ji

This paper presents the first empirical study of a vulnerability detection and fix tool with professional software developers on real projects that they own. We implemented DeepVulGuard, an IDE-integrated tool based on state-of-the-art…

The Graphical User Interface (GUI) is how users interact with mobile apps. To ensure it functions properly, testing engineers have to make sure it functions as intended, based on test requirements that are typically written in natural…

Software Engineering · Computer Science 2024-07-15 Yongxiang Hu , Xuan Wang , Yingchuan Wang , Yu Zhang , Shiyu Guo , Chaoyi Chen , Xin Wang , Yangfan Zhou

Graphical user interface (GUI) grounding, the process of mapping human instructions to GUI actions, serves as a fundamental basis to autonomous GUI agents. While existing grounding models achieve promising performance to simulate the mouse…

Human-Computer Interaction · Computer Science 2026-01-13 Zeyi Liao , Yadong Lu , Boyu Gou , Huan Sun , Ahmed Awadallah

Mobile apps are indispensable for people's daily life, and automated GUI (Graphical User Interface) testing is widely used for app quality assurance. There is a growing interest in using learning-based techniques for automated GUI testing…

Software Engineering · Computer Science 2023-05-17 Zhe Liu , Chunyang Chen , Junjie Wang , Mengzhuo Chen , Boyu Wu , Xing Che , Dandan Wang , Qing Wang

Modeling user interfaces (UIs) from visual information allows systems to make inferences about the functionality and semantics needed to support use cases in accessibility, app automation, and testing. Current datasets for training machine…

Human-Computer Interaction · Computer Science 2023-02-01 Jason Wu , Siyan Wang , Siman Shen , Yi-Hao Peng , Jeffrey Nichols , Jeffrey P. Bigham

The paper introduces GUI-Owl-1.5, the latest native GUI agent model that features instruct/thinking variants in multiple sizes (2B/4B/8B/32B/235B) and supports a range of platforms (desktop, mobile, browser, and more) to enable cloud-edge…

Eye tracking has been a pivotal tool in diverse fields such as vision research, language analysis, and usability assessment. The majority of prior investigations, however, have concentrated on expansive desktop displays employing…

Computer Vision and Pattern Recognition · Computer Science 2024-09-05 Sushmanth reddy , Jyothi Swaroop Reddy

Scientific discovery increasingly depends on high-throughput characterization, yet automation is hindered by proprietary GUIs and the limited generalizability of existing API-based systems. We present Owl-AuraID, a software-hardware…

Mobile apps bring us many conveniences, such as online shopping and communication, but some use malicious designs called dark patterns to trick users into doing things that are not in their best interest. Many works have been done to…

Human-Computer Interaction · Computer Science 2024-12-02 Jieshan Chen , Jiamou Sun , Sidong Feng , Zhenchang Xing , Qinghua Lu , Xiwei Xu , Chunyang Chen

In our current web and mobile application development runtime nude image content detection is very important. This paper presents a runtime nudity detection method for web and mobile application development. We use two parameters to detect…

Computer Vision and Pattern Recognition · Computer Science 2020-06-30 Rahat Yeasin Emon

As mobile application (app) functionalities grow increasingly complex and their iterations accelerate, ensuring high reliability presents significant challenges. While functionality-oriented GUI testing has attracted growing research…

Software Engineering · Computer Science 2026-02-16 Jinlong He , Changwei Xia , Binru Huang , Jiwei Yan , Jun Yan , Jian Zhang

Vision-Language Models (VLMs) have shown remarkable performance in User Interface (UI) grounding tasks, driven by their ability to process increasingly high-resolution screenshots. However, screenshots are tokenized into thousands of visual…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Mingyu Ouyang , Kevin Qinghong Lin , Mike Zheng Shou , Hwee Tou Ng

Over 300 million people who live with color vision deficiency (CVD) have a decreased ability to distinguish between colors, limiting their ability to interact with websites and software packages. User interface designers have taken various…

Human-Computer Interaction · Computer Science 2024-02-27 Amaan Jamil , Gyorgy Denes

In the current landscape of pervasive smartphones and tablets, apps frequently exist across both platforms. Although apps share most graphic user interfaces (GUIs) and functionalities across phones and tablets, developers often rebuild from…

Software Engineering · Computer Science 2023-11-07 Han Hu , Haolan Zhan , Yujin Huang , Di Liu

Graphical User Interface (GUI) is not merely a collection of individual and unrelated widgets, but rather partitions discrete widgets into groups by various visual cues, thus forming higher-order perceptual units such as tab, menu, card or…

Human-Computer Interaction · Computer Science 2023-05-25 Mulong Xie , Zhenchang Xing , Sidong Feng , Chunyang Chen , Liming Zhu , Xiwei Xu

Graphical user interfaces (GUIs) are integral parts of software systems that require interactions from their users. Software testers have paid special attention to GUI testing in the last decade, and have devised techniques that are…

Software Engineering · Computer Science 2017-03-29 Valéria Lelli , Arnaud Blouin , Benoit Baudry

Graphical user interface (GUI) agents have recently emerged as an intriguing paradigm for human-computer interaction, capable of automatically executing user instructions to operate intelligent terminal devices. However, when encountering…

Machine Learning · Computer Science 2025-11-25 Zheng Wu , Pengzhou Cheng , Zongru Wu , Lingzhong Dong , Zhuosheng Zhang

Situationally Induced Impairments and Disabilities (SIIDs) can significantly hinder user experience in contexts such as poor lighting, noise, and multi-tasking. While prior research has introduced algorithms and systems to address these…

Human-Computer Interaction · Computer Science 2025-02-19 Xingyu Bruce Liu , Jiahao Nick Li , David Kim , Xiang 'Anthony' Chen , Ruofei Du
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